Maths — distilled for New AI Language

Full raw derivations live in:


Research'/maths/outputs/

Research'/maths/exp_data_approx/

Research'/maths/NOVELTY_VALIDATION_REPORT.md

This folder keeps only what the language/representation project needs.

File	Content
`01_theorem0_exact_scores.md`	Why exact score compression fails
`02_attention_output_and_covering.md`	A(q), covering, phase transition
`03_A0_and_hybrid.md`	Winner map + hybrid window
`04_invariants_novelty_temperature.md`	D_A, Ξ, critical T spectrum
`05_practical_mvp_from_harvest.md`	Implementable algorithm
`excerpts/`	Short copied fragments + pointers

Rule: if you change a claim, cite the parent file under Research'/maths/.